"No, that's not how it happened," Maria repeated, the words bitter on her tongue. Her mother, usually so gentle, had a steely glint in her eyes. The old photographs, scattered across the kitchen table, told a different story.

Her mother had always recounted the hardships, the poverty that had shaped her childhood. The photo showed them, a vibrant, laughing family enjoying a picnic in a park with food that looked rich and plentiful. Maria clenched her fists under the table.

“This is not… it doesn't align with anything you've ever said,” she managed, her voice barely a whisper. She wanted to believe her mother, to trust in the stories she'd been told for decades. But the images, undeniable and clear, were screaming a different truth. A heavy feeling, like a lead weight, settled in her stomach.

Emotion: frustrated

Cluster: Anger / Hostility
PC1 (Valence): -1.56 Negative
PC2 (Disposition): 0.64

Role in Research

This story is one of 1,000 stories generated for the emotion frustrated. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 frustrated stories, after denoising with neutral dialogue baselines, produces the frustrated emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the frustrated vector is projected through the unembedding matrix.

Promoted:
S0.344
P0.302
exasper0.257
aggravated0.254
que0.252
Suppressed:
unfolding-0.242
otre-0.226
latter-0.220
☺️-0.216
soon-0.212